Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "166" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 84 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 80 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.468234 | -0.782406 | -0.172433 | 0.727401 | -0.162954 | -0.874753 | 0.487138 | 0.982472 | 0.7940 | 0.8015 | 0.2490 | 18.018172 | 16.873148 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.038132 | -1.194800 | -0.422793 | 0.855178 | -0.036171 | -1.321696 | -0.219925 | 0.360510 | 0.7266 | 0.7283 | 0.2507 | 5.869490 | 5.909247 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.031006 | -1.188822 | -0.831969 | -1.281761 | 1.167339 | -0.079767 | 1.594320 | -0.085607 | 0.0279 | 0.0301 | 0.0014 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.172846 | -1.042043 | 0.020925 | 1.066209 | 0.334407 | -1.230326 | -0.312980 | -0.496002 | 0.6710 | 0.6862 | 0.3657 | 5.080461 | 5.039421 |
| 2459590 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.178657 | -0.664639 | 0.101577 | 1.290225 | -0.246751 | 0.108900 | 0.439506 | 1.477652 | 0.6748 | 0.6848 | 0.3549 | 6.067748 | 5.962458 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.035422 | -0.723153 | 0.215075 | 1.161467 | 0.326624 | -0.871023 | -0.129165 | 0.072413 | 0.7216 | 0.7199 | 0.2751 | 5.710953 | 5.814770 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.500740 | -0.787333 | -0.453750 | 0.986444 | -0.569766 | -0.875224 | -0.142578 | 0.182244 | 0.7653 | 0.7488 | 0.2302 | 10.811051 | 8.538823 |
| 2459587 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.497075 | -0.852310 | 0.089911 | 1.529021 | 1.771910 | 1.983481 | 1.754963 | 2.213975 | nan | nan | nan | 7.918154 | 8.091485 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.012812 | -0.547616 | 0.606947 | 0.634542 | 0.137714 | 0.840291 | -0.734803 | 0.354175 | 0.6689 | 0.6813 | 0.3429 | 3.905009 | 3.762375 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 158.862905 | 163.000169 | inf | inf | 30.623615 | 16.322075 | 533.805419 | 1561.421787 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.949270 | -1.108124 | 1.020846 | 0.176948 | 0.632947 | 1.024132 | -0.684442 | -0.363043 | 0.6176 | 0.6296 | 0.3560 | 1.334866 | 0.000000 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.283656 | -1.197062 | -0.279581 | -0.411853 | -0.361330 | -0.152561 | -0.375774 | 1.023883 | 0.6761 | 0.6864 | 0.3717 | 2.501413 | 2.477284 |
| 2459582 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.350226 | -0.913562 | 0.052035 | -0.463276 | 0.024133 | 0.944351 | -0.309722 | 0.692041 | 0.6805 | 0.6915 | 0.3758 | 4.799165 | 4.142636 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.196197 | -1.171469 | -0.843802 | -0.388442 | -0.154968 | 0.484073 | -0.191431 | 0.666790 | 0.6789 | 0.6919 | 0.3757 | 4.031945 | 3.847929 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.296210 | -1.032817 | 0.039461 | -0.217523 | 0.683454 | 0.099231 | -0.637653 | 0.475713 | 0.6812 | 0.6918 | 0.3711 | 5.442584 | 4.951875 |
| 2459579 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.030082 | -0.914544 | 0.211723 | -0.365256 | 0.013338 | 0.911898 | 0.057662 | 0.233606 | 0.6708 | 0.6819 | 0.3828 | 6.410702 | 6.449677 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.422665 | -0.081748 | -0.695757 | 0.074344 | 1.884859 | -0.805438 | -0.442659 | -0.646436 | 0.0323 | 0.0372 | 0.0008 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.907387 | -0.927725 | -0.676971 | -0.534004 | -0.176662 | 0.674070 | 0.212840 | 1.275785 | 0.6767 | 0.6881 | 0.3755 | 5.462315 | 5.460728 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.718264 | -0.795834 | -0.672366 | -0.781112 | -0.229398 | -1.076126 | 0.856394 | 1.311188 | 0.7022 | 0.7137 | 0.3711 | 4.166275 | 3.981124 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.686039 | -1.066866 | -0.481019 | -0.707260 | -0.874465 | -0.456532 | -0.683132 | -0.740899 | 0.7664 | 0.7717 | 0.3143 | 4.414364 | 4.594552 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.398424 | -1.017606 | -0.818283 | -0.916819 | 0.427937 | -1.490805 | -0.784903 | -0.239796 | 0.6966 | 0.7062 | 0.3731 | 4.511757 | 4.254566 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.122060 | -0.669621 | 0.207092 | -0.120514 | -0.016532 | 0.150715 | -0.000783 | 1.128445 | 0.6861 | 0.7053 | 0.3825 | 3.483198 | 3.562029 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.435923 | -1.254360 | -0.520529 | -0.680604 | -0.026050 | -0.435477 | 0.082379 | -0.109920 | 0.6942 | 0.7126 | 0.3780 | 4.503243 | 4.371754 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.212097 | -0.086837 | -0.656886 | -0.089758 | 0.516168 | -0.209013 | -0.422393 | -0.079239 | 0.0353 | 0.0395 | 0.0015 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.650080 | -0.483833 | -0.804434 | -0.719890 | -0.642026 | -0.563032 | -1.074412 | -0.799414 | 0.6638 | 0.6911 | 0.3523 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.102867 | -1.047101 | -0.697038 | -0.656125 | -0.573669 | -0.629284 | -0.736253 | -0.589670 | 0.7803 | 0.7875 | 0.2228 | 6.862909 | 6.483332 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.914678 | -1.135828 | -0.342998 | -0.348710 | -0.341934 | -0.619398 | -0.655740 | 0.375733 | 0.6890 | 0.7053 | 0.3879 | 3.576720 | 3.346745 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.025753 | -0.847425 | 0.366280 | 0.532338 | 1.250322 | 1.421491 | 0.203517 | 0.550392 | 0.7025 | 0.7101 | 0.3888 | 3.503922 | 3.312855 |
| 2459563 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.960451 | -0.834359 | 0.525329 | 1.429465 | 0.018377 | 0.262165 | 0.010999 | 0.947732 | 0.6988 | 0.7102 | 0.3767 | 4.184426 | 3.792476 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.021518 | -1.021438 | -0.531242 | -0.481065 | -0.445685 | -0.539358 | 0.245632 | 0.190120 | 0.7041 | 0.7177 | 0.3748 | 2.787103 | 2.801744 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.065645 | -0.987687 | -0.766398 | -0.680826 | -0.386588 | -0.727160 | 0.169735 | 0.099549 | 0.7077 | 0.7198 | 0.3722 | 6.680948 | 5.590635 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.844399 | -0.979520 | -0.522251 | -0.670661 | -0.053543 | -0.623394 | 0.057156 | -0.258943 | 0.6977 | 0.7099 | 0.3887 | 3.169414 | 3.172663 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.157065 | -1.287929 | -0.657813 | -0.719082 | -0.517912 | -0.866269 | -0.003309 | -0.179606 | 0.7020 | 0.7138 | 0.3733 | 3.552151 | 3.297493 |
| 2459558 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.285758 | -0.848246 | 0.257263 | -0.215595 | -0.114363 | -0.037606 | -0.252706 | 0.704281 | 0.7016 | 0.7094 | 0.3872 | 6.040184 | 6.102612 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0294 | 0.0313 | 0.0008 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.404758 | -1.007450 | 0.075044 | -0.440126 | 0.196519 | -0.548576 | -0.607586 | -0.580585 | 0.7007 | 0.7080 | 0.3812 | 6.292286 | 6.370755 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7080 | 0.7184 | 0.3873 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7068 | 0.7167 | 0.3870 | nan | nan |
| 2459552 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.336689 | -1.087545 | -0.027400 | 0.364662 | 0.695090 | -1.334955 | -0.532469 | -0.665793 | 0.7021 | 0.7176 | 0.3867 | 3.896889 | 4.118847 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.592348 | -0.960875 | -0.722942 | -0.787050 | -0.620935 | -0.822029 | 0.110648 | -0.032596 | 0.6953 | 0.7157 | 0.3827 | 2.967293 | 3.023242 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0375 | 0.0370 | 0.0002 | nan | nan |
| 2459549 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.550530 | -0.849597 | -0.270183 | -0.211119 | 0.270255 | -0.754900 | -0.560641 | -0.498624 | 0.6940 | 0.7128 | 0.3878 | 2.905610 | 3.087603 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.797740 | -1.329826 | -0.195887 | -0.128160 | -0.533048 | 1.117568 | -0.381183 | 0.353612 | 0.7635 | 0.7666 | 0.3375 | 6.325673 | 6.934840 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | -0.657373 | -0.785017 | 0.029003 | -0.315779 | -0.447997 | -1.287445 | -0.977440 | -0.787961 | 0.7555 | 0.7515 | 0.3138 | 9.425188 | 8.303901 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.315752 | -0.937342 | -0.935455 | -0.771143 | -0.742960 | -0.766785 | -0.398832 | -0.205301 | 0.7644 | 0.7633 | 0.3250 | 4.411222 | 4.102126 |
| 2459536 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.989271 | -0.800549 | -0.205096 | 0.038054 | -0.381049 | -0.284967 | -0.992777 | -1.175714 | 0.7262 | 0.7325 | 0.4146 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.527684 | -0.980015 | -0.698099 | -0.734627 | -1.101681 | -0.498639 | -0.204922 | 0.632406 | 0.7864 | 0.7781 | 0.3492 | 0.813069 | 0.815803 |
| 2459534 | RF_maintenance | 100.00% | 98.66% | 98.66% | 0.00% | 100.00% | 0.00% | 3.778610 | 2.518135 | -1.580861 | -1.781855 | 2.421679 | 4.341170 | 8.360293 | 8.119951 | 0.1158 | 0.1292 | 0.0431 | 0.797043 | 0.797961 |
| 2459533 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.564653 | -0.685110 | 0.239617 | 0.256274 | -0.070932 | -0.338503 | -0.377210 | -0.153708 | 0.7239 | 0.7295 | 0.3976 | 0.000000 | 0.000000 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.567594 | -1.053252 | 0.311850 | 0.078716 | 0.265319 | -0.839677 | -0.569856 | -0.304330 | 0.7229 | 0.7328 | 0.3966 | 3.615219 | 4.175935 |
| 2459530 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.544252 | -0.892178 | -0.597288 | -0.616798 | -0.298520 | -0.463472 | -0.304964 | -0.190957 | 0.7394 | 0.7407 | 0.3921 | 0.931596 | 0.933457 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.286118 | -0.668082 | -0.155897 | 0.171568 | -0.733038 | 0.078309 | -0.645623 | -0.703358 | 0.9045 | 0.9365 | 0.3007 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -0.199621 | -0.525882 | -0.714701 | 0.119069 | 1.676605 | -0.649985 | -0.556697 | -0.698435 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.546236 | 0.111913 | 0.047452 | 0.110272 | 2.904692 | -0.646352 | -0.898059 | -0.635090 | 0.6940 | 0.7127 | 0.3007 | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.090824 | -0.053571 | -0.814810 | -0.561145 | 4.639123 | -1.170702 | -0.652612 | -0.860381 | 0.0316 | 0.0402 | 0.0006 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.770783 | -0.987346 | 0.028422 | -0.295560 | 0.086326 | 0.448516 | -0.081610 | -0.907454 | 0.9203 | 0.9595 | 0.1653 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.211725 | -1.085094 | 0.002892 | -0.859028 | 1.173945 | -0.818830 | -0.259272 | -0.049327 | 0.1183 | 0.1136 | 0.0068 | 1.255280 | 1.250433 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.750801 | -0.544957 | 0.552774 | 0.392510 | 0.156004 | -0.176948 | -0.545846 | -0.664354 | 0.8678 | 0.8719 | 0.4564 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.577808 | -0.624850 | 0.857547 | 0.718514 | -0.250119 | -0.184096 | -0.855495 | -1.064782 | 0.1867 | 0.1622 | 0.0303 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.693268 | -0.219671 | 0.530941 | 0.633538 | 1.854138 | 0.988794 | -0.938988 | -0.870937 | 0.1821 | 0.1685 | 0.0309 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.774747 | -0.537870 | 0.508244 | 0.476525 | 1.725150 | 0.940548 | -0.271681 | 0.471170 | 0.1755 | 0.1569 | 0.0191 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.496902 | -0.373852 | 0.583909 | 0.404680 | 1.539767 | 0.859857 | -0.874991 | -0.567347 | 0.1726 | 0.1552 | 0.0333 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.305277 | -0.606352 | 0.801298 | 0.562196 | 2.562432 | 1.771139 | -0.888287 | -0.146842 | 0.2050 | 0.1678 | 0.0334 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.564863 | -0.656195 | 0.375412 | 0.378601 | 2.008420 | 1.487580 | -0.823552 | -0.362736 | 0.9188 | 0.9336 | 0.3444 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.659843 | -0.291844 | 0.195094 | 0.412601 | 1.885436 | 1.698516 | -0.733928 | -0.556389 | 0.9156 | 0.9288 | 0.3661 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.211332 | -0.149982 | 0.287355 | 0.482630 | 2.892754 | 1.760373 | -0.751898 | -1.077441 | 0.9016 | 0.9182 | 0.3788 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.438350 | -0.495064 | -0.058381 | -0.088767 | -0.354817 | -0.745699 | -0.846175 | -1.781706 | 0.7663 | 0.8098 | 0.2953 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.102569 | -0.296993 | -0.377022 | -0.611443 | 0.452813 | 0.078566 | -0.867123 | 0.156754 | 0.8037 | 0.8216 | 0.2375 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.861227 | -0.722930 | 4.027700 | -0.143727 | 20.294313 | 1.698007 | 87.624323 | 16.702106 | 0.7295 | 0.8035 | 0.3507 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.185938 | -0.367744 | -0.329917 | -0.513933 | -0.227537 | -0.387126 | -0.751853 | -0.543886 | 0.7725 | 0.8118 | 0.2971 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.095436 | -0.495666 | -0.281873 | 0.191394 | 0.291966 | -0.459265 | -1.346032 | -1.528949 | 0.7744 | 0.8152 | 0.3227 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.509204 | -0.966078 | -0.004224 | 0.509204 | -0.484919 | -0.726180 | -0.616091 | 0.448693 | -0.364826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.373995 | -0.859004 | -0.600836 | 0.277169 | -0.450568 | 0.331576 | -0.751311 | 0.373995 | -0.643910 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 1.564077 | 0.925090 | -0.520069 | -0.817968 | -1.360358 | 1.035887 | -0.395660 | 1.564077 | -0.065806 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.609416 | -0.273790 | -0.679137 | -0.041148 | 1.015846 | 0.213117 | -0.642481 | 1.120436 | 2.609416 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.977187 | 0.269093 | -0.046721 | -0.254307 | 0.635862 | 0.356431 | 0.278799 | 0.944059 | 0.977187 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.907849 | -1.229506 | 0.235617 | 0.907849 | -0.338261 | -0.804650 | -0.390899 | -0.407531 | 0.238048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.000974 | -0.009902 | -0.804468 | -0.270574 | 0.865469 | 0.803181 | -1.192212 | 0.735670 | 1.000974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.864817 | -1.217670 | -0.161614 | 0.813105 | -0.441444 | -0.990748 | -0.174305 | 0.121902 | 0.864817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.901627 | -0.982507 | -0.314505 | 0.829297 | -0.253496 | -1.107044 | -0.141428 | 1.901627 | 0.475954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.228860 | -1.340161 | 0.399931 | 1.118958 | 0.347900 | 0.910296 | 0.286307 | 1.228860 | 0.558010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Shape | 1.468234 | 1.468234 | -0.782406 | -0.172433 | 0.727401 | -0.162954 | -0.874753 | 0.487138 | 0.982472 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.855178 | 0.038132 | -1.194800 | -0.422793 | 0.855178 | -0.036171 | -1.321696 | -0.219925 | 0.360510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 1.594320 | -1.188822 | -0.031006 | -1.281761 | -0.831969 | -0.079767 | 1.167339 | -0.085607 | 1.594320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 1.066209 | -1.042043 | -0.172846 | 1.066209 | 0.020925 | -1.230326 | 0.334407 | -0.496002 | -0.312980 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.477652 | 0.178657 | -0.664639 | 0.101577 | 1.290225 | -0.246751 | 0.108900 | 0.439506 | 1.477652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 1.161467 | -0.723153 | -0.035422 | 1.161467 | 0.215075 | -0.871023 | 0.326624 | 0.072413 | -0.129165 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.986444 | 0.500740 | -0.787333 | -0.453750 | 0.986444 | -0.569766 | -0.875224 | -0.142578 | 0.182244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.213975 | -0.852310 | 0.497075 | 1.529021 | 0.089911 | 1.983481 | 1.771910 | 2.213975 | 1.754963 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 0.840291 | 0.012812 | -0.547616 | 0.606947 | 0.634542 | 0.137714 | 0.840291 | -0.734803 | 0.354175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Power | inf | 158.862905 | 163.000169 | inf | inf | 30.623615 | 16.322075 | 533.805419 | 1561.421787 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 1.024132 | 0.949270 | -1.108124 | 1.020846 | 0.176948 | 0.632947 | 1.024132 | -0.684442 | -0.363043 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.023883 | -0.283656 | -1.197062 | -0.279581 | -0.411853 | -0.361330 | -0.152561 | -0.375774 | 1.023883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 0.944351 | -0.913562 | -0.350226 | -0.463276 | 0.052035 | 0.944351 | 0.024133 | 0.692041 | -0.309722 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.666790 | -0.196197 | -1.171469 | -0.843802 | -0.388442 | -0.154968 | 0.484073 | -0.191431 | 0.666790 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.683454 | -1.032817 | -0.296210 | -0.217523 | 0.039461 | 0.099231 | 0.683454 | 0.475713 | -0.637653 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 0.911898 | 0.030082 | -0.914544 | 0.211723 | -0.365256 | 0.013338 | 0.911898 | 0.057662 | 0.233606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.884859 | -0.422665 | -0.081748 | -0.695757 | 0.074344 | 1.884859 | -0.805438 | -0.442659 | -0.646436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.275785 | -0.927725 | -0.907387 | -0.534004 | -0.676971 | 0.674070 | -0.176662 | 1.275785 | 0.212840 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.311188 | -0.795834 | -0.718264 | -0.781112 | -0.672366 | -1.076126 | -0.229398 | 1.311188 | 0.856394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | -0.456532 | -1.066866 | -0.686039 | -0.707260 | -0.481019 | -0.456532 | -0.874465 | -0.740899 | -0.683132 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.427937 | -0.398424 | -1.017606 | -0.818283 | -0.916819 | 0.427937 | -1.490805 | -0.784903 | -0.239796 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.128445 | -0.669621 | -1.122060 | -0.120514 | 0.207092 | 0.150715 | -0.016532 | 1.128445 | -0.000783 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.082379 | -1.254360 | -1.435923 | -0.680604 | -0.520529 | -0.435477 | -0.026050 | -0.109920 | 0.082379 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.516168 | -0.086837 | -0.212097 | -0.089758 | -0.656886 | -0.209013 | 0.516168 | -0.079239 | -0.422393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Shape | -0.483833 | -0.650080 | -0.483833 | -0.804434 | -0.719890 | -0.642026 | -0.563032 | -1.074412 | -0.799414 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | -0.573669 | -1.047101 | -1.102867 | -0.656125 | -0.697038 | -0.629284 | -0.573669 | -0.589670 | -0.736253 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.375733 | -1.135828 | -0.914678 | -0.348710 | -0.342998 | -0.619398 | -0.341934 | 0.375733 | -0.655740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 1.421491 | -1.025753 | -0.847425 | 0.366280 | 0.532338 | 1.250322 | 1.421491 | 0.203517 | 0.550392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 1.429465 | -0.960451 | -0.834359 | 0.525329 | 1.429465 | 0.018377 | 0.262165 | 0.010999 | 0.947732 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.245632 | -1.021518 | -1.021438 | -0.531242 | -0.481065 | -0.445685 | -0.539358 | 0.245632 | 0.190120 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.169735 | -1.065645 | -0.987687 | -0.766398 | -0.680826 | -0.386588 | -0.727160 | 0.169735 | 0.099549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.057156 | -0.844399 | -0.979520 | -0.522251 | -0.670661 | -0.053543 | -0.623394 | 0.057156 | -0.258943 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | -0.003309 | -1.157065 | -1.287929 | -0.657813 | -0.719082 | -0.517912 | -0.866269 | -0.003309 | -0.179606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.704281 | -0.848246 | -0.285758 | -0.215595 | 0.257263 | -0.037606 | -0.114363 | 0.704281 | -0.252706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.196519 | -1.007450 | -0.404758 | -0.440126 | 0.075044 | -0.548576 | 0.196519 | -0.580585 | -0.607586 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.695090 | -1.087545 | -0.336689 | 0.364662 | -0.027400 | -1.334955 | 0.695090 | -0.665793 | -0.532469 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 0.110648 | -0.960875 | -0.592348 | -0.787050 | -0.722942 | -0.822029 | -0.620935 | -0.032596 | 0.110648 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.270255 | -0.550530 | -0.849597 | -0.270183 | -0.211119 | 0.270255 | -0.754900 | -0.560641 | -0.498624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 1.117568 | -1.329826 | -0.797740 | -0.128160 | -0.195887 | 1.117568 | -0.533048 | 0.353612 | -0.381183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Power | 0.029003 | -0.785017 | -0.657373 | -0.315779 | 0.029003 | -1.287445 | -0.447997 | -0.787961 | -0.977440 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | -0.205301 | -0.937342 | -0.315752 | -0.771143 | -0.935455 | -0.766785 | -0.742960 | -0.205301 | -0.398832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.038054 | -0.800549 | -0.989271 | 0.038054 | -0.205096 | -0.284967 | -0.381049 | -1.175714 | -0.992777 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | 0.632406 | -0.527684 | -0.980015 | -0.698099 | -0.734627 | -1.101681 | -0.498639 | -0.204922 | 0.632406 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 8.360293 | 2.518135 | 3.778610 | -1.781855 | -1.580861 | 4.341170 | 2.421679 | 8.119951 | 8.360293 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.256274 | -0.564653 | -0.685110 | 0.239617 | 0.256274 | -0.070932 | -0.338503 | -0.377210 | -0.153708 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Power | 0.311850 | -0.567594 | -1.053252 | 0.311850 | 0.078716 | 0.265319 | -0.839677 | -0.569856 | -0.304330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Discontinuties | -0.190957 | -0.892178 | -0.544252 | -0.616798 | -0.597288 | -0.463472 | -0.298520 | -0.190957 | -0.304964 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Power | 0.171568 | -0.286118 | -0.668082 | -0.155897 | 0.171568 | -0.733038 | 0.078309 | -0.645623 | -0.703358 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.676605 | -0.199621 | -0.525882 | -0.714701 | 0.119069 | 1.676605 | -0.649985 | -0.556697 | -0.698435 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 2.904692 | 0.111913 | -0.546236 | 0.110272 | 0.047452 | -0.646352 | 2.904692 | -0.635090 | -0.898059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 4.639123 | -0.053571 | -0.090824 | -0.561145 | -0.814810 | -1.170702 | 4.639123 | -0.860381 | -0.652612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | nn Temporal Variability | 0.448516 | -0.987346 | -0.770783 | -0.295560 | 0.028422 | 0.448516 | 0.086326 | -0.907454 | -0.081610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Power | 0.052588 | -0.434408 | -0.662627 | 0.052588 | -0.345485 | -0.048213 | -0.169190 | -0.036161 | -1.041999 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.173945 | -1.085094 | 0.211725 | -0.859028 | 0.002892 | -0.818830 | 1.173945 | -0.049327 | -0.259272 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Power | 0.552774 | -0.750801 | -0.544957 | 0.552774 | 0.392510 | 0.156004 | -0.176948 | -0.545846 | -0.664354 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Power | 0.857547 | -0.577808 | -0.624850 | 0.857547 | 0.718514 | -0.250119 | -0.184096 | -0.855495 | -1.064782 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.854138 | -0.693268 | -0.219671 | 0.530941 | 0.633538 | 1.854138 | 0.988794 | -0.938988 | -0.870937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.725150 | -0.537870 | -0.774747 | 0.476525 | 0.508244 | 0.940548 | 1.725150 | 0.471170 | -0.271681 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.539767 | -0.496902 | -0.373852 | 0.583909 | 0.404680 | 1.539767 | 0.859857 | -0.874991 | -0.567347 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 2.562432 | -0.606352 | -0.305277 | 0.562196 | 0.801298 | 1.771139 | 2.562432 | -0.146842 | -0.888287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 2.008420 | -0.564863 | -0.656195 | 0.375412 | 0.378601 | 2.008420 | 1.487580 | -0.823552 | -0.362736 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 1.885436 | -0.659843 | -0.291844 | 0.195094 | 0.412601 | 1.885436 | 1.698516 | -0.733928 | -0.556389 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 2.892754 | -0.149982 | -0.211332 | 0.482630 | 0.287355 | 1.760373 | 2.892754 | -1.077441 | -0.751898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Shape | 0.438350 | -0.495064 | 0.438350 | -0.088767 | -0.058381 | -0.745699 | -0.354817 | -1.781706 | -0.846175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.452813 | -0.102569 | -0.296993 | -0.377022 | -0.611443 | 0.452813 | 0.078566 | -0.867123 | 0.156754 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Discontinuties | 87.624323 | -0.722930 | 6.861227 | -0.143727 | 4.027700 | 1.698007 | 20.294313 | 16.702106 | 87.624323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Shape | 0.185938 | 0.185938 | -0.367744 | -0.329917 | -0.513933 | -0.227537 | -0.387126 | -0.751853 | -0.543886 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 166 | 14 | RF_maintenance | ee Temporal Variability | 0.291966 | 0.095436 | -0.495666 | -0.281873 | 0.191394 | 0.291966 | -0.459265 | -1.346032 | -1.528949 |